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MIT Technology Review reports that enterprise AI agents often lack organizational knowledge—the contextual understanding of what data means for specific companies. The article argues that without that knowledge, agents struggle to reason, make decisions, and act effectively in business settings.
V7 uses GPT-5.6 to index and convert scattered company files into context that agents can use to perform complex, source-linked tasks. The company says this enables agents to reference original documents while completing work.
Polimill uses OpenAI GPT models and Codex to help Japanese municipalities search and use administrative knowledge. The company says the platform also accelerates local application development.
Menurut TechCrunch, Claude Tag ialah rakan AI sentiasa aktif dalam Slack yang membantu tugasan harian. Anthropic turut menggunakan ciri itu untuk mengumpul konteks organisasi, pengetahuan institusi dan aliran kerja perusahaan.
